OpenLMM Spatial - LEGO-Puzzles (Circular): leaderboard

LEGO-Puzzles from the OpenCompass OpenLMM Spatial Leaderboard (VLMEvalKit): multi-step spatial reasoning over LEGO assembly images, scored with CircularEval (a question counts only if answered correctly under every rotation of its options). Accuracy in percent, higher is better.

Metric: CircularEval Accuracy (%). Source: huggingface.co. Saturation forecast: Around February 2027. 58 models tracked.

Top models

#ModelScoreOverall rank
1GPT-555.5#105
2Gemini 2.5 Pro49.3#159
3GPT-4.1 (2025-04-14)43.8#257
4GPT-5 Mini (2025-08-07)40.3#175
5InternVL3-38B38.5#413
6InternVL3-78B37.5#361
7Gemini 2.5 Flash36.8#255
8Claude 3.5 Sonnet (20241022)36#302
9Claude 3.7 Sonnet35.4#259
10Qwen 2 VL 72B35.4#450
11Gemini 2.0 Flash35.3#351
12InternVL2.5-78B32.7#434
13Seed 1.6 Flash31.5#438
14Gemini 1.5 Pro (002)31.1#368
15GPT-4.1 Mini30.5#363

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=openlmm-spatial-lego-puzzles-circular · How It Works · Data refreshed daily, snapshot 2026-11-05.